{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from wizard.atoms import SymbolInfo\n",
    "from wizard.calculator import MaterialCalculator\n",
    "from calorine.calculators import CPUNEP\n",
    "from ase.calculators.lammpslib import LAMMPSlib\n",
    "\n",
    "data = {'DFT':{}, 'NEP':{}}\n",
    "\n",
    "symbol_infos = [\n",
    "SymbolInfo('Ag', 'fcc', 4.146),\n",
    "SymbolInfo('Al', 'fcc', 4.042),\n",
    "SymbolInfo('Au', 'fcc', 4.159),\n",
    "SymbolInfo('Cu', 'fcc', 3.631),\n",
    "SymbolInfo('Ni', 'fcc', 3.509),\n",
    "SymbolInfo('Pb', 'fcc', 5.038),\n",
    "SymbolInfo('Pd', 'fcc', 3.939),\n",
    "SymbolInfo('Pt', 'fcc', 3.967),\n",
    "SymbolInfo('Cr', 'bcc', 2.845),\n",
    "SymbolInfo('Mo', 'bcc', 3.164),\n",
    "SymbolInfo('Ta', 'bcc', 3.319),\n",
    "SymbolInfo('V',  'bcc', 2.997),\n",
    "SymbolInfo('W',  'bcc', 3.185),\n",
    "SymbolInfo('Mg', 'hcp', 3.195, 5.186),\n",
    "SymbolInfo('Ti', 'hcp', 2.931, 4.651),\n",
    "SymbolInfo('Zr', 'hcp', 3.240, 5.157)\n",
    "]\n",
    "\n",
    "for symbol_info in symbol_infos:\n",
    "    atoms = symbol_info.create_bulk_atoms((3,4,5))\n",
    "    calc = CPUNEP('../potentials/4-4-80/nep.txt')\n",
    "    material_calculator = MaterialCalculator(atoms, calc, symbol_info)\n",
    "    e = material_calculator.formation_energy_vacancy()\n",
    "    data['NEP'][symbol_info.formula] = e"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "symbols = ['Ag', 'Al', 'Au', 'Cu', 'Ni', 'Pb', 'Pd', 'Pt', 'Cr', 'Mo', 'Ta', 'V', 'W', 'Mg', 'Ti', 'Zr']\n",
    "\n",
    "data['DFT'] = {\"Ag\": 0.96, \"Al\": 0.55, \"Au\": 0.51, \"Cu\": 1.12, \"Ni\": 1.41, \"Pb\": 0.39, \"Pd\": 1.23, \"Pt\": 0.68, \"Cr\": 2.54, \"Mo\": 2.77, \"Ta\": 2.82, \"V\": 2.28, \"W\": 3.34, \"Mg\": 0.85, \"Ti\": 2.00, \"Zr\": 2.00}\n",
    "fig, ax = plt.subplots(figsize=(14, 3))  \n",
    "plt.rcParams.update({'font.size': 15})\n",
    "\n",
    "ax.plot(symbols, [data['NEP'][symbol] for symbol in symbols], marker='o', label='UNEP_v1', fillstyle='none')\n",
    "ax.plot(symbols, [data['DFT'][symbol] for symbol in symbols], marker='*', label='DFT', markersize=8)\n",
    "ax.set_ylabel('Formation Energy (eV)', fontsize = 15)\n",
    "\n",
    "plt.xticks(fontsize = 15)\n",
    "fig.patch.set_facecolor('white')\n",
    "plt.tight_layout()\n",
    "plt.legend()\n",
    "plt.savefig('mono_vacancy.png')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
